{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Feature based Light Curve Classification\n", "**Written by:** Christopher Wells (SUNY Oswego), Ashish Mahabal (Caltech)\n", "\n", "\n", "**Dependencies:**\n", "- numpy (1.11.1)\n", "- pandas (0.20.3)\n", "- matplotlib (2.0.2)\n", "- seaborn (0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use data on periodic variables from CRTS (https://arxiv.org/abs/1405.4290)\n", "There are ~50,000 objects, in ~17 classes. We will learn about Light Curves (== Time Series), and one way of classifying them - using features. (Accompanying slides).\n", "\n", "In this notebook we will use a subset of that dataset with only a few classes, and only a few features. You should use the bigger dataset, and more features.\n", "\n", "First let's load in the catalog data. The catalog contains the ids for the light curves and a few different classes of periodic variable." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idcategory
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41012002050063beta Lyrae
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101123002019791beta Lyrae
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201018002024540LPV
211129002035163beta Lyrae
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271132002041787beta Lyrae
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.........
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400 rows × 2 columns

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" ], "text/plain": [ " id category\n", "0 1132001045263 beta Lyrae\n", "1 1012001026394 RRab\n", "2 1143001058200 RRab\n", "3 1018001037204 RRab\n", "4 1012002050063 beta Lyrae\n", "5 1143001077142 RRab\n", "6 1126001058284 EA_UP\n", "7 1009002011733 RRab\n", "8 1012002037935 RRab\n", "9 1018002043699 RRab\n", "10 1123002019791 beta Lyrae\n", "11 1018002041429 LPV\n", "12 1015002015607 RRab\n", "13 1007002017208 RRab\n", "14 1138002064434 RRab\n", "15 1143002089866 RRab\n", "16 1126002018411 RRab\n", "17 1009002014299 RRab\n", "18 1009002022770 RRab\n", "19 1009002023593 RRab\n", "20 1018002024540 LPV\n", "21 1129002035163 beta Lyrae\n", "22 1004003007536 LPV\n", "23 1004003047047 RRab\n", "24 1112002022226 RRab\n", "25 1143002005470 RRab\n", "26 1138002068806 EA_UP\n", "27 1132002041787 beta Lyrae\n", "28 1135002048623 RRab\n", "29 1015003044944 RRab\n", ".. ... ...\n", "370 1135033079131 EA_UP\n", "371 1138032092140 EA_UP\n", "372 1121039083958 EA_UP\n", "373 1138033017562 EA_UP\n", "374 1132036013362 EA_UP\n", "375 1138035017530 EA_UP\n", "376 1104043031307 EA_UP\n", "377 1149029061534 EA_UP\n", "378 1112043077642 EA_UP\n", "379 1138035036691 EA_UP\n", "380 1140034027271 EA_UP\n", "381 1001044045564 EA_UP\n", "382 1143033047478 EA_UP\n", "383 1001045092189 EA_UP\n", "384 1007046006121 EA_UP\n", "385 1009046074714 EA_UP\n", "386 1104047005997 EA_UP\n", "387 1007047069269 EA_UP\n", "388 1112047057788 EA_UP\n", "389 1126043006161 EA_UP\n", "390 1118046021257 EA_UP\n", "391 1107047046184 EA_UP\n", "392 1123044022189 EA_UP\n", "393 1138039038111 EA_UP\n", "394 1004048073006 EA_UP\n", "395 1152031059450 EA_UP\n", "396 1009049001498 EA_UP\n", "397 1135042033190 EA_UP\n", "398 1146037011758 EA_UP\n", "399 1015053020309 EA_UP\n", "\n", "[400 rows x 2 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "catalog_file = \"catalog.csv\"\n", "data = pd.read_csv(catalog_file)\n", "\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us load some individual light curves.\n", "\n", "Light curves from photometric astronomical surveys should have at least two peices of information for each observation: a time stamp when the observation occured, and the measured magnitude. Optionally - in fact ideally - there should also be an error associated with the measurement. We do have measurement errors.\n", "\n", "The light curves are in csv files which we now store in numpy arrays." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "curves_dir = \"curves/\"\n", "curve_ids = data[\"id\"]\n", "\n", "light_curves = []\n", "for c_id in curve_ids:\n", " curve_file = os.path.join(curves_dir, str(c_id) + \".csv\")\n", " \n", " curve_frame = pd.read_csv(curve_file)\n", " curve = curve_frame.as_matrix([\"time\", \"mag\", \"magerr\"])\n", " \n", " light_curves.append(curve)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now plot a few of these light curves to see how they look" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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DoTntTJx9a/0sRJTUxaBTp7xMMrgVFhZi9erV6N69O1avXg2LxYKCggLJNWfOnMGECROQk5ODoUOHAgAeeughxMbGuv4WVUyeWK11rr/j46NQXR3YnNOyoxwHfroEALjjjW14qtctinf47QIU3YMF5631SIqPVK0862Qso+TQ63w/G6XvpSk0NjogCAIaGx2uewiCAOH6Z6G+b7B1aWx0oPJSrcuaTGxvrFcOjY3SvT3Xs4L27VkQnNOg6upaVzmbUqbmtDNxIqb1sxAR6+JPff1kr1uaVd6EhBif55lYJcXFxblUQImJiaipqZF8fuHCBYwePRpTp05FVlaW6/yYMWPw3XffAQD27duHnj17hqQ8TfHmdYfV5iEPsZKCtXrgQX/OG+5CAeDTs5bgE7lcGmrnfGYiGObOnYu8vDyMGjUKa9asQV5eHgBg2rRpOH36NN59913U1NTgT3/6k8sC6dq1a3jzzTcxb9485Obm4vDhw3jhhRdCUp7m2v6yGvzkYiWxxJ8Q5MXDuPy81StcQEqimQvLJEA+FhFrf4YV2b0l+zBi2HStk0DxgL+EWFr6Csm1EZ1O3X1O1VRJSUlJ2LBhAwAgLS0N69at87pmwYIFAICZM2di5syZXp/37NnT5/eaS1Ntf/U6MFUBzBraE3V1DX43f9UOqOdv8zk/IwWbv3OutFKT4rjZVBXTWAJOAwLLjnJuyuaOlv4MlZdqNTWs4Ak5DQKg/bPw5wujptFFq3Rw82df7qm+6RBtgjnCgNSkOE3M2NzN6HyZ9akdUM+XOaH7/1EmAxd2+SK+lt68qm20fG68rGJ4gDcPdR5olYLBn325KKD1OmecHZaRTAPhaWsN3DCpVVMV4HlfngSBJ3KdmXXWO3f1g9Z5PTzxN8PUOiTG8+tLmSakAfj0UBfxF3lATVqlYJBzqgFuNAaH4IxkeLjqsiuvMU+EQ6hgLfDXmbV6Np4xinjwrOXNK1vLkOS8PQt3/EUeUDOYZqsUDIB3noXdP/4iO6u0C+q+BF88v77UZc/tC62Wv56bdLwJTX+dWUvVQHK7KFcSKB48a3nzyvbcGGcZxJK3Z+GOv/asZqTlVisYPAmUxUrLLFe+sjZpsfx135QTj0WrFl7w15l5KqfW8BKKgvBPIOGk1rhEgoFjjp65Ipk1uc/W5VBr+RvI9FO0/mGNGMvKIcBlZSP3CLRSDXjOhgm+4HnzOVBaVrUgwRAGpCSa0dakV7SBquXyl/Ueh5wFUuf2/EZ95QVe96gqL9W6glaymmwoMQnVEi1WcSQYrhPIH0Btf4FABFoyqq0KULoxyHKWJXeviovXJGbHWqhJxGRPvMLTLFm04LLsKPdq5yyEFQ+bzIGQi4Kg1rjEJFZSS4Ans1VPUpPiuFFVsNTjB7qXXgf0uV2bZ+MrcTsvguL59aVcmmj6E1ZqCnU5J06tJ4PuRJoMksjPeh3QPsqk2rhEK4br+JuRaz2j4GXQV9JRWD4rf/fiIftdOKJlW9dKWPnS43eIVm/QbSqRJoPEsk3N8pFgUECUycDN4Kwlye2iAm6EsdTjy2WQIwLDm9MdoK0/gbv5empSHHdCQYSVirLVq5JqG+xcbDD5ora+0dUI9Dr5mRMvKgrWenwtkgI1BV7bF2/IqXS0FFbukXHF5Fg8mPS6xwNTo1y0YriOPzUJD2k95ToHy9DclZdqZS2jzBEG5h3Gn4qBh5DlPMNjrKT8jBSvfqilbwWv4dKvNthVtyhrtYLBl/27P7RuFHIOSZGMQkuvyO6Ni7XaOfn5wp+KgdVz8YWnd7jonapl2AelaLn57GmVpHUaVB6FJyC/fxbKcrVKweDL/l2pB6HWMypxMOxzO/sw17x5DvtTMbgLfS19KxyCuqELWgq+VqMXbA2az859oUU/UDKpCGW5WqVgaM7gzqJRiPpD+/VAfrx0Dq2tszxR6hXKcqUn17a0DKkSDsg9Hx5UN57w1g9EQlmuVikYmjO4q90meM4nEGiGrsU+jGhNAsD1vy9YrfT8tS1PixItM4PJweOgx6r9e87KebTcAuT3z0JZrlYpGJrT+NVeMCjNJ6CFJVKgGbrW+zD+YLX853Fg9QWvg54cWqhweQqX7h5vK9JkUD0AYqs0V/WXrlJrlOYTED1rWW9m5mekuJ6dnAmt2p6qnoihv6318iHAWQ3Y/rxorzU42BRCAcntojD4V5GSd6mlKWaHaJNfdRsrwe5pidQh2oTUpDgA/DiaAs5+WPHLVQDqlEs1wVBaWoqFCxeiqKgIR48eRUFBAQwGAzp37ozCwkLo9dLFypNPPomYmBgAznzR8+fPR0lJCQoLC2EwGJCeno6JEyeGpGxi42+KcFB7gPHnr6C1NYQnPIRVEBPaB4LVTDg/IwWHT1aj4uINH4s2BudAzIu/iYi7kBczArLG3R7fHywEu6dQAJx7Hxdsl7kJj5GSaGaSq0IVVdKqVaswc+ZM1NXVAQCWLVuGCRMmYO3ataivr8euXbsk14vXFRUVoaioCPPnzwcAFBQUYNGiRVi7di1KS0tRVlYWsjLmZ6S4ZgLBoPYAEyifgHuGOa3CXAeCpTYlkLBkvfy37CiXCAUAqLMDZWcuu6KGau0Twwu+9tPkYCHY/a1YeLWQUgtFgsFqtWLJkiWYMWMGPv/8c5w4ccLv9cnJyVi6dKnruEePHqiuroYgCLDZbDAapQuVH374AVevXsXo0aPx7LPPoqSkBFarFfX19UhOToZOp0N6ejr27dvXhCo2Hc9NHhYDTH5GiuKBdVPpWaZmkEo7MktrvkCrE9bqEbnnU+em5RL3YrQwYRVn6GKecC1RsgLmKYEQbyt2NVGkSpoxYwYGDRqEb775Bh06dMBrr72Gjz76SPb6zMxMVFVVuY47d+6M2bNnY/ny5YiJiUH//v0l17dt2xZjxozBM888g59++gnPPfccPvroI5jNN/Tn0dHROHnypM/7mc1tYDQ6LVIMBj3i45XFOTEa5eWiUQdERjgfT219I+7r1A6WrD6Kfre5jOzXEWsO+K6rJxdsDeiaoLzOzSEY1ZtneYJ5L8Fg0PkPmPdx6dmQv7dQ1YXluwOAgq1lXj4WIqzK4I4SleOIvh0xa2hPxb/ZnHcTqC05BLbPybMuBVvLXGq3w1WXkWiOQOcO0aqUSZFgqK6uRlZWFrZs2YLU1FQIQnBzwsLCQqxevRrdu3fH6tWrYbFYUFBQ4Pq8S5cu6NSpE3Q6Hbp06YL4+HjY7XbYbDbXNTabDbGxsT5/32qtc/0dHx+F6mplM7HvT9fIftbWZHDVUwDQ2OhQ/LvNpa4uOJv3Az9dwh1vbOMmjoteB69nFcx7CYYnAxgSCPAuS3MJZV1Ytqt138hPNnyVQdRjq7Xp6m8/TWTNgZOoq2tQ3K6b824CtSVf7VpN3Ovia7V+3loPhyA0q0wJCTE+zyveYzh27BgA4OzZs14bx4GIi4tzzf4TExNRUyMdkDdu3AiLxQIAOHfuHKxWK26++WaYTCZUVlZCEATs2bMHaWlpQd1XKXqd9+aWtd6uWaL7pixZeTIVZWny6Cu+jpbwbK0aTp7r7rBS4QQyx9bSlJe146SiEf61117DjBkz8P333+PFF19Efn5+UDeZO3cu8vLyMGrUKKxZswZ5eXkAgGnTpuH06dPIysrClStXMHLkSOTl5WHevHkwGo2YNWsWpkyZgqysLNx1113o3Tu0Mxdx4JfLo2wXoIlwaE4HVrMTBRr0tNIH8xQi+ekg8vOyFmi8+Vgo9VxnKdBEoxTPd2PQaZNiU4S1UFekSrrjjjuwfv36oH44KSkJGzZsAACkpaVh3bp1XtcsWLDA9feiRYu8Pu/Tp4/rN0KNUjNHu8C+QylZYsuhZgN6urfvpbZB53S62TlpgHo3D4Ccfpj14OvLXNUXw3rf4rJDZwWP/jtK/GK0EGjJ7aJwrYEf8+LmjAlNup+/D4cMGYIHH3zQ9S8zMxMPPvggHn30UVblU41gZtZiMDZWZoZyS9ZhvW8JONCp1YmeX1+Kil+uahrhVY4V2b3R+3bfpsesVxO+zFV9ocXs098MnQcTWrl2z6s3NkvknoFaEx+/gmHbtm349NNP0b9/fyxZsgTbt2/H0qVLcd9996lSGJY0Rfqy0uN7DhriAAwE1imq3YnECK96ndMpiofNbgCypp+sTUJ5N2mUU5XwsEflqy3xYKpa22D3mcObJazTj/oVDBEREWjTpg1OnjyJXr16AQDuuusuVFRUqFKYcIF15xcHYH/35cneWwvkBCbrqKa8bfDKwWOuAU+hpLVenzfcw+6nJsXhs/G/Vs1iTNEeQ0xMDN5++2306tUL3377LW6//XZVChMuaNX5/d2XZUiDcBn8tECpLlhrtY0cWr5bz/0PuwD0W1SMpzWe8ERprCqVQ01zYkVWSQsXLkRCQgKKi4uRmJjoClnRWuHNuoMVnjFaeAsZzQOd2rVVdJ1Wns+B4K1tC9BexcUrJacuo+RU4DhTTUGRYCgrK0NKSgp++9vf4s4778Thw4dVKQxLmtP+1dbje3YCnjqF+2DGOjtaU2BtlXTiUuCNZxEtk/dQ2O3wRFzRHa66LGtmHwoUqZLWrl0LABAEAT/++CNuv/129O3bV50SMaIpz5NFaGK5RD2HT1ardk+lXG2we4W23lR61mWuqiWeKhy9Dmgfpd7mnBzBdlTR2o211zovYbeHf3BA0XUsVVy8RcEVkZuEWXaUh/y9KRIMixcvdv1dX1+PyZMnh7QQWqBEFyxGXy0/b0VKoplJPHa5mZESE0i1kfP7sAvs80LwSlPszUWLIIDtZmt+RgpOXq5DY6NDk1wDwz84oLhd86bi0gK5sUGN/CdBh9222+2ywezCiWCWzLUNdmazCNrYDZ7n15d6PTeH4FTVsNbjK91j8EVrU5cEM9lhqeJKSTSjrUnvCpOuZXgcd1jmP1G0YkhPT3f93djYiN/97nehLwlj8jNS8Ml3ZxV5P7OkKTNOuRywBHs9fnNWdjQp8EYHMLdK8pWwxy6oo7JRir+9PDVWU4pWDH/5y1+wZ88e7NmzB19//TUyMzNDXxLGKA2JwZpAMyNPz2OW+n05ATSs9y2apj3k0bqnKfCkLvHM26CVkYFOA18GHn08PvYTykSN1ZRfwVBeXo5//OMfGD9+PPbu3Ys9e/aguLjYFQQvXAkmcxRrAnUC98/3vzyI6aZvpMngZc3Cg1OdltY9oYQXiyDP/qGlVzRPqyitsiYC/o1l1Oh/flVJNTU1+PTTT/HLL7/gr3/9KwBAp9MhJycn5AVhiVLJX3mpVpNYO3LwMKMUg4tZ6+0wRxg0FwqBYG2uqkPwFm+sLYICre5YbXIqUZvy0Obd0cJIQAv8Coa0tDSkpaWhrKwMPXsqz6LEO0pnIRdsDUhup25ZPPEntHiZUYYTF2wNTM1B/UWgbRdlcq1u9DqnENE6Kq0vWG1ydmrXNuCejBZtPlAmNzWsgHjDr2CYPXs23njjDcyePRs6nVR0+wqjHS6wDmEbDP7K5asxkpmospSMPMz0xNWWaPrcd1Gxl18ID7AKfx3IGVCrWEmBhgYtxo5hMhMOtfArGF544QUAUj+GlgCPcelF5FQRnK2ouSLSZFA0wLKY6cmt+Hg0dJBDrn+Eevbub4DVa+w06W/yqIV6S2y3rMYtv4KhQ4cOAAC9Xo+//vWvqKu7kVt54sSJ6pZMRVg/5GCQ6ytajiuihQrg9NQVrZO0DkXsidhhWdp7a3EPtfHsH2rtgTRlP4YHmuOr0hzyM1Kw/ejPqG2wo8/tca4+qQaKzFVfeuklWK1WdOjQwfWPaB34suASZ7+O69EvtY6XFChFqwiLmR5vm6VNJT8jBeYIA8wRBtXybvgTCg6Bv4mHSDDxsNTC3URbDXNiRQ5u0dHRYW+i6o5Sc9U2BriksrXezsTBRYl+V/zbfSav1gZrIAsuMfoloI0+OBh/FBYbmXJqGNbWUUTTsOwoD7jq03pVKHr1ux+Hug8qWjF0794df/vb33D8+HFUVFSEfaIeJeaqbQxAnceEhYUtt9L0hu6Nwf041OVT2gm0cv7x5/gjwjKJkWemLb1OmmmLZXgVJawe018z50TeVldKJ4y8lVsklKpxRSthog5jAAAgAElEQVSGo0eP4ujRo65jnU6HDz/80O93SktLsXDhQhQVFeHo0aMoKCiAwWBA586dUVhYCL3+hkz6+OOPsXnzZgBAXV0djh49ir179+Lrr7/GggULcOuttwIAJk2ahH79+gVdSU8CqRv86e/U3sD0tf/hOahF+dls1cLWHNBuFuXvtmIQRNYDn3uC+/0vD6K8FTLwZgSidHLTGszGFQmGoqKioH501apV2LJlCyIjIwEAy5Ytw4QJEzB48GC88sor2LVrF4YMGeK6/umnn8bTTz8NAJg1axaGDRuG2NhYlJWVYerUqSEPwdEcc1UWA6CYxlO8VzADfajLp7Tz8jiL4mlmTniTn5GCwyerZX0ZHIJ6KlK5+/lDq9DkWqBIlTRw4ED07NkT6enpuPvuu5GamoqHH34Ye/fu9Xl9cnIyli5d6jru0aMHqqurIQgCbDYbjEbf8uif//wnfvzxR2RnZwNwJgjatGkTcnJyYLFY0NjYGGz9fOJP4jsEqLrbrxT3RhrM5lKoB+j8jBRFprKtYRYVDHqd97tYkd2b2zSRvqhtsKu+AbzhD/41ACzDcfjrO3odVNuE5xFFK4a+ffti4sSJ6Nq1KyorK10rgKlTp2LAAG+vzczMTFRVVbmOO3fujNmzZ2P58uWIiYlB//79fd5nxYoVmDBhgut4wIAByMjIQFJSEgoKCrBu3TqMGjXK63tmcxsYjc4OZzDoER/vP4yFJasP2rQpw5oDzvDhgRykPFnyjwrMGqqeJ3jB1jLJsdg52rQxYdbQnrjrtlj8dMGG89Z6r++O6NsxYP2DZWS/jq5n5Ynu+ueBnoeS9xIsns/JnZx+HbG19AwAhPy+SuoijjHx8VEwGvWuv0VHUffvh7p8weCvLu51YEFMGyOu1Pme/H3y3VlYsvoE/I3mtLMRff23c9bvyVddPB2NPQlVGRUJhrNnz6Jr164AnKuBM2fOoFOnTjAYlM1+CgsLsXr1anTv3h2rV6+GxWJBQUGB5JqamhocP34c999/v+ucqFICgAcffBDbt2/3+ftW6w3/ivj4KFRXB462mTewC7aUnAYA7Jw0AP0XFytWw6z75iTyBnZRdnETkGucaw4479vY6EBSfCQGdmvvZWueN7CLovoHQ97ALvi87KxXsDpxFgUg4D2VvpdgWPeNfF4Q9/cb6vsqqYvYlKqra9HY6HD9LQiCV5lCXb5g8FcX9zqwQHw2vrALysrRnHaWN7AL9v34s5dqS69zPgvW78lXXfw9IyD4MiYkxPg8r0iVlJCQgIULF+KLL77AwoUL0aFDB+zduxcmkzITvLi4OJjNztANiYmJqKmp8brmm2++wX/8x3+4jgVBwOOPP46zZ50D3759+1SN1xTMEl9LczX3cMibv3Om1VTT1lwkuV0U9NfvJTq4iTpgrfwYtDYbJEKLv2Q4LPawLDvKfe53iP4xWrZ1JYTyGSlaMSxYsADr169HcXExUlJSMGnSJHz//feKQ2XMnTsXeXl5MBqNMJlMmDNnDgBg2rRpmDx5Mm677TZUVFQgKSnJ9R2dToe5c+di4sSJaNu2Lbp164bhw4c3oYrKSEk0K95b0HKj1dNEFfDfoULN1Qa7RO2mZRwiVjF9moLcRINiW0lxH2j9qXNZ7GEFskriJeaWHKH0yFYkGAwGA+655x706NEDgiDg73//Ox577DG/30lKSsKGDRsAOKO0+gq6t2DBAtffY8eO9fo8PT1dkj2OF9RupMGGCmAZh0fuXlpEnGQV06cpkAAIjFK/AVY+KMH47PAoGELpka1IMEycOBENDQ04f/487HY7EhMTAwqGloDnjJSVuZpc6Gae0UKt48vno0O0iatO6+mdLobadp8pszTJ5AmlfgOsnovSCZmWKsydkwag76Jin5+FslyK9hisViv+/Oc/o1evXvj4448lwfRaGqIeXdTbmyMM0OuczlKszNXyM1LQxkMT0aV9Wy5UJHLwXDatqLxU66X6swvO8Cq8ZEjTEt72iJQWh9e2HspyKRIMovXR1atX0bZtW9TXe5tJhjtiUCrH9Y7LUm/viWVHuVc4joqL12R1iHK5mNVA7l5aqG98qSIu2Bq4GWCDTTmqZU5hT8SYQWpuuiodyHh5nyJaqypZ9EFFguHhhx/GO++8gzvvvBPZ2dmIifFt4hRupCSakZJohmVHuVcntmuY31VugDhx6ZpXHB6DxnHrtcRfCspwhJcZNKucz0oHMlZq1UCCimXMLa3xKximT5+O6dOn48iRI6isrERFRQUSExPRrh3jfJcqw9sA4y+fQH5GClKT4lyqLdZCwd/mM2u0zLugBryoKFj1B8+Ag/5gMUmTE1SsTMKVwqIP+t18PnLkCK5du4bHH38c9957b0DninCFtwGGZzNMObR4VoGek5aWQSuyeyu2uhHRWkUhwlt/ANhYAvkyZginFTmzzeetW7finXfeQV1dHVauXImSkhIkJydj4MCBoSsBB8gNuFoNxEpDb/OEFs+K9+cUzIwYAA6frFaxNMph2R+UznJZCaX8jBRJPe0c7Dkqhenmc0pKCqZMmYIPP/wQ999/PxYtWqSqo5kWyG3qajXA+Irpz4tuk6fNZ18Dr1YJ5OUQM6EpMRCQizLKGpYCV+mAz3Li4atMWu45uuOvDMw3n61WKzZv3ox3330XFy5cwOOPPx6yAmhN5aVa2Q6p5QCTn5ECg85/VEfLjnJY6+2w1ttVd9evvFTrMrd0R2uhJQ68IuKy3z10CA+hDFg6ITYXlhMTpQM+D6tArY0a5FSTOoT+/fjdY/jss8/wt7/9DadPn8bDDz+MWbNmScJWtASCNSnkhcpLtZIQHmq66/uy2gKcs/OvrwfR0xoxQq613u7lAMR7KAMeERPPA06nKrVQmu+Dh/emtVGDnGDSqbBK9rtiyMvLw/Hjx9G5c2eUl5djyZIleOWVV/DKK6+EtBBaESizV//FxWhr0nMZQ19OoKkxq5H7TV6W157xm+TQesYXiC7tQxfrprmwWo2KK2N/8GJ0oXU5WBoF+F0xBErf2RLwl83NPen24arLsOwo52Lm4g81Gom/3+RhJq5UTaPljC9Qzo8u7dsGTFrDCjk/BkCd9xxpMqC2wY72USafEx7WaiS5d6W1OoultaJfwRCK/Mq8E0zeWR4GwUCo0UgCpULlNaiYJ1rO+CJNBmT2SJDkz3AI0pwWvODPj0Ht0O5ArUQ4aLF/FWkyeK1CeYjBxTJopKLN55ZMsCaFLNURURFGWTVWh2jfuTDUaCSBflNr3atStJrxiSkyRVNIURhorZqQQ0s/BjHvhxifTKvBONJkcMVMS02Kuy60tCU/I8WnulEVo4CQ/2IYInoTK4HlINjj1hhZJ63kdlHMLEcCCU+tBzg5ISmiteVUuMGbXw9rxFA5vCGXSEiN/R9FYbeJG/DUOfIzUlDxy1UAgTfSQ3Gv3T/+woUO2BNPFYQYHp3Vs2lp8JznojUjp61QQ8VNgsENvc5pE6x1JqlAaDXQXWtweG3M8TITT24XhWsNVgA3zCufX1+qZZG8ECOWAnDlGOdpoiHiGRqCVR4Swj8sjUBIleSBu26RV+9jrahtsEOAU/cr6l5b8/MIBnfLHvHY/X/eEB0HWQePW5HdW3Pz8BXZvbEiuzd3KqVAkwhmQfRaOyxVNUTzqLxUC2u9M56NmBGNIEIBL30/kAUl8wxuTaW0tBS5ubkAgLKyMmRlZSEnJwdz5syBw+GQXHvt2jVMmjQJOTk5eO6553Dx4kUAwJdffolhw4YhOzvblUNaDcSQD6JTTzgEzSKcVF6SmjiKs3Mx+RLBNymJZs1XCeEASyMQ1QTDqlWrMHPmTFca0Ndffx0zZszAmjVrYDabsXXrVsn1a9euRUpKCtasWYMnn3wSf/rTn9DQ0ID58+fj/fffR1FREdavX4+ff/455GXlLVGPyOox/bmZrfCMnBd4uIY7IQg5/Kn0mAfRawrJyclYunSp6/jcuXNITU0FAKSmpuLQoUOS6w8dOuQK5z1o0CDs27cPx44dQ3JyMuLi4hAREYH77rsPBw8eDHlZeUvUQ7QsokzKoqsShBI8VwZq7H+qJhgyMzNhNN7YwujYsSMOHDgAANi5cyeuXr0qud5qtbpShkZHR+PKlSuSc+J5q9Ua8rLymJiEd1ISzdysZni07PEk0mTw6ZwUDmVnDamWAqO/nlVOLeMAZpvP8+bNQ2FhId577z3cc889iIiIkHxuNpths9kAADabDbGxsZJz4nlf+abN5jYwGp0NyWDQIz4+OC9FudgoBh1gNDplZ7C/GQqU1IVl+cQxrCn3bMp7UcqIvh2x5sBJr/OJ5ggYjaG/bzB1Kdha5toUt1703rdyCNq0LRF/ddHpnG9c7fIZjXrodDrXu/I8DoZQtjMt+z4gXxexH951WywAdcrHTDDs3r0b8+bNw80334w5c+Zg0CBpfJjU1FTs3r0bvXr1QnFxMe677z5069YNJ06cQHV1NaKionDw4EGMGTPG67et1jrX3/HxUaiuDm7T8UmZ3f4n3Zykgv3NUKCkLo2Nzk18FuUTZWdT7tmU96KUvIFdUFfX4GV3X/HLVTQ2OkJ+X6V1UZraU4u2JeKvLt0TogGoX77GRge6J0TjnWH3oLq61us4GELZzlj2LV/I1aU5/dCThATviTbA0I+hU6dOGDduHEaMGAGz2YzBgwcDAEaPHo36+nqMHDkS//73vzFy5EisX78eEydOhMlkQn5+PsaMGYMRI0Zg2LBhuPnmm0NetvyMFK+wCrxlAiP8o5XdvT9ojyowvCVUIpyoumJISkpymZgOGTIEQ4YM8brm/fffd/39v//7v16fy30v1IiesymJZpSfD/0+BtH6oD0q/8iF9+4QbeIiaF1rhhzcCEIlAoUrB+RzaLcG5FZUF2sb8Nl47Q0beDGu0AISDGGOVo23/LwVz68v5brzaF02f56qYlyuyFZsfUPWgE2DhcUWxUq6jhgbhZAnymQgM8Ig8PRU1eucKwRxH6T37XGtus219vDePEOCgWgx8Bb0DPDeFHdfIYjB2lorcp66FOdKe0iVRATNiuze3IW05hXLjnJJcL9wUh+xyPEBUHjvYHBvT4erLgdMUtVUSDB44Bmls30UWUgQTcOX1Q0ACtDoBkUwVo4vv5gLtgZYdpSHXJiSKskNX1E6L9ga0OWmSA1LxQfiTMVab0f/xcUUuVQBclY3/hJBEYQcLGO6kWBwQy4aZ2t3VPI1871gayDhEACyriFCCUsrLhIMCmjtHVzO5JLCWvuHrGuIUMLSiosEgwKogxNNQc66pjU7tRFNh6UVFwkGN+R2+Ml8jmgKcn4M4WKVRPCFr/akVh56skpy41qDQxKCm8znnOhwI6IjERz5GSnYftSZdXDnpAFk5ks0C1ZWXCQYPIg0GVxOUmQ+5+Tp3r5DO6hlQ00QhLaQYCAC4ssRifw7CKLlQnsMhCI8QzuQUCCIlgsJBoIgCEICqZLc4C0AG0EQhBaQYCAIhpBBAxEOkCqJIAiCkEArBiJoxATugDMCLfl6+IdUlES4odqKobS0FLm5uQCAsrIyZGVlIScnB3PmzIHD4ZBce+XKFYwfPx6jRo1CdnY2vv32WwDA559/joyMDOTm5iI3NxcHDhxQq7iEQq422H0mcLfsKNewVARBhBJVVgyrVq3Cli1bEBnpDFf9+uuvY+bMmUhNTcWSJUuwdetWPPHEE67rP/jgA9x///34/e9/j+PHj+OVV17B5s2bUVZWhqlTpyIzM1ONYhJNQC5k9ObvztKqgWgStO/CH6qsGJKTk7F06VLX8blz55CamgoASE1NxaFDhyTX//73v8eIESMAAHa7HW3atAHgXGls2rQJOTk5sFgsaGxsVKO4RAho7RFoCaIlocqKITMzE1VVVa7jjh074sCBA+jXrx927tyJq1evSq6PjY0FAPz888+YOnUqZsyYAQAYMGAAMjIykJSUhIKCAqxbtw6jRo3yup/Z3AZGozMwmcGgR3x805yvjEapnGzq74SK5tRFDXQ6+bCgBp3/58WiLuL7U/s+wdaFVbmaAm9trLm0pPrI1YVFe2Ky+Txv3jwUFhbivffewz333IOIiAiva/71r3/h5ZdfxrRp09CvXz8AwLBhw1xC48EHH8T27dt9/r7VWuf6Oz4+CtXVTUsg09go3fto6u+EiubURQ0EQZAEGXTnyV63+C0ri7qI70/t+wRbF1blagq8tbHm0pLqI1eXULanhIQYn+eZmKvu3r0b8+bNw8qVK1FdXY0BAwZIPv/xxx/x0ksvYdGiRRg8eDAA5yD0+OOP4+xZ50bnvn370LNnTxbFJfwQaTIwC/1LEIQ2MFkxdOrUCePGjUNkZCT69+/vGvxHjx6Nd999F4sWLUJ9fT0KCwsBAGazGcuXL8fcuXMxceJEtG3bFt26dcPw4cNZFJcIACVwJwjtYNHnVBMMSUlJ2LBhAwBgyJAhGDJkiNc177//PgBg+fLlPn8jPT0d6enpahWRIAiC8AE5uBGEytCqigg3SDD4gDqyb8iDlyBaByQYCMWQwCSI1gEF0SNaBGL8psNVl9F/cTGF6CCIZkCC4To0sIQvlh3lFL+JIEIICQbQwBLubP7ubFDnCYLwDwkG0MAS7sjFaaL4TQTRNEgwgAaWcEcvE8JJ7jxBEP4hwQAaWMKdp3rdEtR5giD8Q4IBNLCEO/kZKRS/iSBCCPkxAK4BRNyA1utA6SrDDIrfRBChgwTDdWhgIQiCcEKqJIIgCEICCQaCIAhCAqmSiCZB6jaCaLnQioEgCIKQQIKBIAiCkECCgSAIgpBAgoEgCIKQQIKBIAiCkKCqYCgtLUVubi4AoKysDFlZWcjJycGcOXPgcDgk1wqCgIEDByI3Nxe5ublYtGgRAODLL7/EsGHDkJ2djQ0bNqhZXIIgCAIqmquuWrUKW7ZsQWRkJADg9ddfx8yZM5GamoolS5Zg69ateOKJJ1zXV1ZWomfPnnj33Xdd5xoaGjB//nxs3LgRkZGRGDlyJB544AEkJCSoVWyCIIhWj2orhuTkZCxdutR1fO7cOaSmpgIAUlNTcejQIcn1ZWVlOHfuHHJzc/Hcc8/h+PHjOHbsGJKTkxEXF4eIiAjcd999OHjwoFpFJgiCIKDiiiEzMxNVVVWu444dO+LAgQPo168fdu7ciatXr0quT0hIwLhx4/Doo4/i4MGDmDp1KqZPn46YmBjXNdHR0bBarV73MpvbwGg0AAAMBj3i46OaVGaj0Sknm/r9UNOcuvAGi7qwen/0XvilJdVHy7ow83yeN28eCgsL8d577+Gee+5BRESE5PO7774bBoNzcE9LS8O5c+dgNpths9lc19hsNomgELFa61x/x8dHobq6tkllbGx07ns09fuhpjl14Q0WdWH1/ui98EtLqg+LuiQkeI+nAEOrpN27d2PevHlYuXIlqqurMWDAAMnny5Ytw//93/8BAH744Qfcdttt6NatG06cOIHq6mrU19fj4MGDuPfee1kVmSAIolXCbMXQqVMnjBs3DpGRkejfvz8GDx4MABg9ejTeffddjBs3DlOnTsXu3bthMBgwf/58mEwm5OfnY8yYMRAEAcOGDcPNN9/MqsgEQRCtEp0gCGGf2fjnn6+4/m7O8uv59aUA+AkQR8tiPqG68EtLqk+rUCURBEEQ4QEJBoIgCEICCQaCIAhCAiXqcYOXvQWCIAgtoRUDQRAEIYEEA0EQBCGBBANBEAQhgQQDQRAEIYEEA0EQBCGBBANBEAQhgQQDQRAEIYEEA0EQBCGBBANBEAQhoUVEVyUIgiBCB60YCIIgCAkkGAiCIAgJJBgIgiAICdxHV33yyScRE+PMMpSUlIRhw4bhrbfegk6nw6BBgzBx4kQAwPjx41FdXQ2TyYQ2bdrgvffew4kTJ5Cfnw+dTofu3bujoKAAer0ey5Ytw65du2A0GjFjxgz06tVLk7rMnz8fALB8+XKUl5djyZIlAOCzfOFal3B8Lw888AAWLFiAW2+9FQAwadIkpKWl4c0338S//vUvREREYO7cuejUqRNKSkpQWFgIg8GA9PR0TJw4EQ6Hw+e1vNSlX79+Pt8f73UZP348CgoK0NDQgIiICCxevBjt2rULy/4iVxdu+ovAMdeuXROeeOIJybmnnnpKqKysFARBEEaNGiWUlZUJgiAIjz76qOBwOCTXPv/888LXX38tCIIgvP7668Lnn38uHDlyRMjNzRUcDodw6tQp4emnn2ZQE991EQRB2LVrlzBixAhh8uTJgiAIsuULx7oIQni+l8WLFwvbtm2TnNu+fbvw6quvCoIgCN9++60wfvx4QRAE4fHHHxdOnDghOBwOYezYscKRI0dkr1UbpXWRe3+81yU3N1f49ttvBUEQhG3btgmHDx8O2/7iqy6CwE9/4VqV9MMPP+Dq1asYPXo0nn32WZSUlGDDhg3o2LEjbDYbrFYr4uPjceHCBdTU1GD8+PEYOXIkdu7cCQAoKytDv379AACDBg3CV199hUOHDiE9PR06nQ633XYb7HY7Ll68qEldTpw4gfXr12PSpEmu6+TKF451Cdf3UlZWhk2bNiEnJwcWiwWNjY04dOgQBg4cCADo06cPjhw5AqvVivr6eiQnJ0On0yE9PR379u3zeS0LlNbF13W81+Xbb7/FxYsXsXPnTuTm5qKkpAS9evUKy/4iVxee+gvXqqS2bdtizJgxeOaZZ/DTTz/hueeew7Zt21BSUoKXX34Z3bp1Q/v27XHp0iXXQ798+TJGjhyJXr16QRAE6HQ6AEB0dDSuXLniEiYi4vn27dszr8vtt9+ORYsW4dixY67r5MoXjnVpaGgIy/eSnZ2NRx55BElJSSgoKMC6detgtVphNptd3zMYDF7noqOjcfLkSZ/XNjY2wmhUt7sprUvfvn29rvvoo4+4rsuYMWNw6tQpzJw5E5MnT8Zrr72GzZs3h2V/kavLgAEDuOkvXAuGLl26oFOnTtDpdOjSpQvi4+Px888/o0+fPvjyyy+xZMkSrFy5En/84x8xYsQIGI1G3HTTTejRowcqKiqg199YENlsNsTGxsJsNsNms0nOi7o/lnUxGAw4deoU8vLyUFNTg/Pnz2PlypWy5QvHuvzhD38Iu/cSHx+Pxx57zKWTf/DBB7F9+3bExMRIyudwOHyWOTY2FteuXfO6Vu2BNJi6DB8+3Os6u93OdV3atWuHU6dO4f777wcAPPDAA9i7dy+6du0adv1Fri5PPPEEN/2Fa1XSxo0bYbFYAADnzp3DlStXMHnyZFy+fBmAU0rq9Xp89dVXmDx5MgDnA/r3v/+Nrl274q677sL+/fsBAMXFxUhLS0Nqair27NkDh8OB06dPw+FwqD5j8FUXnU6Hbdu2oaioCDNmzMD999+PcePGyZYvHOsSju/lypUreOaZZ3D27FkAwL59+9CzZ0+kpqaiuLgYAFBSUoKUlBSYzWaYTCZUVlZCEATs2bPHVRfPa1mgtC6e11mtVtx8881c18Vms6Fnz544ePAgAOCbb75B9+7dw7K/yNWFp/7CtedzfX09pk+fjtOnT0On02HKlCm4ePEiVq5ciYiICCQkJGDu3LmIjo5GYWEhSktLodfrMXbsWGRkZKCiogKvv/46Ghoa0LVrV8ydOxcGgwFLly5FcXExHA4Hpk+fjrS0NE3qkpqaCgDYv38/1q1b57Lk8VW+cK1LOL6X2tpavP3222jbti26deuGmTNnwmAw4M0330R5eTkEQcC8efPQrVs3lJSUYN68ebDb7UhPT0deXp7LksfzWl7qIgiCz/fHe12ioqIwa9Ys2O12JCUlwWKxICIiIiz7i1xdeOkvXAsGgiAIgj1cq5IIgiAI9pBgIAiCICSQYCAIgiAkkGAgCIIgJJBgIAiCICSQYCBaJRaLBbm5uXjkkUfwn//5n8jNzcWLL76Io0ePYtmyZSG7z6VLl/DGG28AAIYMGYKxY8dKPv/ggw9wxx13eH1vwIABAID8/HwMHToUubm5GDlyJF544QWcPHkSALB7925s3LgxZGUlCBGuPZ8JQi3y8/MBAB9//DGOHz+OKVOmuD7r0aNHyO7z9ttvIycnx3V87tw5XLx40eWMtHv3bsTFxfn9jalTp2LQoEEAgIMHD2Ly5MnYtGkTBg8ejLFjxyIzM5OJBy/ReqAVA0G4sX//fuTl5QEAHnroIUybNg3Z2dlYsmQJZs+ejaysLEydOhUAcObMGYwdOxa5ubkYO3Yszpw5I/ktq9WKf/7zn7jzzjtd5zIzM7Ft2zYAwLFjx5CcnAyTyaS4fGlpaTCZTDhx4gQAYPDgwdi8eXOz6kwQnpBgIAgZTp06hcmTJ+Ojjz7Chx9+iJycHPzlL3/BoUOHUFNTg7feegu5ubkoKirCmDFjsHDhQsn3S0pK0KVLF8m5xx57DJ999hkAYMuWLRg6dGjQ5brppptw6dIlAMAdd9yBAwcONLGGBOEbUiURhAzx8fG47bbbAABRUVH41a9+BQCIiYlBXV0dysvLsWLFCrz33nsQBMFr5n/p0iV06NBBck4MaHfmzBkcPnzYFRsHAKqrq10RM8Vomr44ffo0brnlFgBAQkICqqurm1lTgpBCgoEgZPA3OANA165dMXr0aKSmpuLYsWP45ptvJJ/fdNNNqKmp8freb37zG1gsFtx7772SewwdOhR///vfcfnyZdmAaHv37kXbtm1dgqGmpoZJIDiidUGCgSCayKuvvoo333wTdXV1uHbtGl577TXJ57179/ZSLwHAI488gsLCQnzyySeS83/84x+Rk5ODiIgI1+Y4APz3f/83Vq1aBb1ej+joaLz99tuuz0pLS/HrX/86xDUjWjsURI8gVOSNN97AiBEjcNddd6ny+2PGjMH//M//SJLpEERzoc1nglCRl156CWvWrFHlt3ft2oXMzEwSCjUkAR8AAAA6SURBVETIoRUDQRAEIYFWDARBEIQEEgwEQRCEBBIMBEEQhAQSDARBEIQEEgwEQRCEBBIMBEEQhIT/Bw4O1b78Jz4VAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set_style(\"darkgrid\")\n", "\n", "for curve in light_curves[0:3]:\n", " times = curve[:,0]\n", " magnitudes = curve[:,1]\n", " errors = curve[:,2]\n", "\n", " plt.scatter(times, magnitudes)\n", " plt.errorbar(times, magnitudes, yerr = errors, fmt='o')\n", " plt.xlabel(\"Time (MJD)\")\n", " plt.ylabel(\"Magnitude\")\n", " plt.gca().invert_yaxis() # numerically small magnitudes indicate brighter objects\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that you can not directly comepare these light curves. (Why?)\n", "\n", "There is a huge variety in the features e.g. some are defined directly on the time series, some on interpolated time series, some on a residual after the fit.\n", "\n", "Richards et al. (2011) had used many elementary features on non-sparse Ogle data and many of them continue to be used for sparse sets too.\n", "\n", "Here are two sites that have details for many features including soem specialized one:\n", "Caltech Time Series Characterization Service (CTSCC): http://nirgun.caltech.edu:8000/scripts/description.html\n", "Feature Analysis for Time Series (FATS): http://isadoranun.github.io/tsfeat/FeaturesDocumentation.html\n", "\n", "We now define a few features.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.gaussian_process import GaussianProcessRegressor\n", "\n", "def amplitude(magnitudes):\n", " return 0.5 * (np.max(magnitudes) - np.min(magnitudes))\n", "\n", "def median_absolute_deviation(magnitudes):\n", " median = np.median(magnitudes)\n", " deviations = magnitudes - median\n", " absolute_deviations = np.absolute(deviations)\n", "\n", " return np.median(absolute_deviations)\n", "\n", "def residual_bright_faint_ratio(magnitudes): # median as a fit\n", " mean = np.mean(magnitudes)\n", "\n", " brighter = magnitudes[magnitudes > mean]\n", " fainter = magnitudes[magnitudes < mean]\n", "\n", " resid_brighter = np.mean(np.square(brighter - mean))\n", " resid_fainter = np.mean(np.square(fainter - mean))\n", "\n", " ratio = resid_fainter / resid_brighter\n", "\n", " return ratio\n", "\n", "def welch_stetson_K(magnitudes, errors):\n", " num_obs = magnitudes.shape[0]\n", "\n", " mean_mag = np.mean(magnitudes)\n", "\n", " a = np.sqrt(num_obs / (num_obs - 1)) * ((magnitudes - mean_mag) / errors)\n", "\n", " b = np.mean(np.absolute(a))\n", " c = np.sqrt(np.mean(np.square(a)))\n", "\n", " stetson_K = b / c\n", "\n", " return stetson_K\n", "\n", "def gaussian_process_regression(times, magnitudes, errors):\n", " times_X = np.expand_dims(times, 1)\n", " \n", " gauss = GaussianProcessRegressor(alpha=1)\n", " gauss.fit(times_X, magnitudes)\n", " \n", " prior_mean = np.median(magnitudes)\n", " \n", " min_time = np.min(times)\n", " max_time = np.max(times)\n", " interval = (max_time - min_time) / 100.0\n", " \n", " gauss_times = np.arange(min_time, max_time, interval)\n", " gauss_times_X = np.expand_dims(gauss_times, 1)\n", " \n", " gauss_mags = gauss.sample_y(gauss_times_X) + prior_mean\n", " \n", " return gauss_times, gauss_mags\n", "\n", "def total_variation(gauss_mags):\n", " m = gauss_mags.size\n", "\n", " mags_m_plus_1 = gauss_mags[1:]\n", " mags_m = gauss_mags[0:-1]\n", "\n", " abs_diffs = np.absolute(mags_m_plus_1 - mags_m)\n", "\n", " return np.sum(abs_diffs) / m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have a few light curve features defined, we can compute them for each of the light curves in our catalog." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [], "source": [ "def get_features(curve):\n", " times = curve[:,0]\n", " magnitudes = curve[:,1]\n", " errors = curve[:,2]\n", " \n", " ampl = amplitude(magnitudes)\n", " mad = median_absolute_deviation(magnitudes)\n", " br_fa = residual_bright_faint_ratio(magnitudes)\n", " stet_K = welch_stetson_K(magnitudes, errors)\n", " \n", " gauss_times, gauss_mags = gaussian_process_regression(times, magnitudes, errors)\n", " totvar = total_variation(gauss_mags)\n", " \n", " famp = amplitude(gauss_mags)\n", " \n", " feats = {\n", " \"ampl\": ampl,\n", " \"mad\": mad,\n", " \"br_fa\": br_fa,\n", " \"stet_K\": stet_K,\n", " \"totvar\": totvar,\n", " \"famp\": famp\n", " }\n", " \n", " return feats\n", "\n", "features = [get_features(curve) for curve in light_curves]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us look at the calculated features, again for the first three light-curves." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1132001045263\n", "ampl : 2.8488285\n", "mad : 0.014893\n", "br_fa : 1.53739380263\n", "stet_K : 0.325149609264\n", "totvar : 2.18512295958\n", "famp : 7.09384385693\n", "\n", "1012001026394\n", "ampl : 0.7317015\n", "mad : 0.205786\n", "br_fa : 1.13801205188\n", "stet_K : 0.808286378242\n", "totvar : 2.62619629916\n", "famp : 8.55422471977\n", "\n", "1143001058200\n", "ampl : 0.0793785\n", "mad : 0.024936\n", "br_fa : 1.57725439268\n", "stet_K : 0.821861213073\n", "totvar : 1.25299485793\n", "famp : 6.53131721196\n", "\n", "...\n" ] } ], "source": [ "#from __future__ import print_function\n", "\n", "for (c_id, feats) in zip(curve_ids[0:3], features[0:3]):\n", " print(c_id)\n", " \n", " for f in feats:\n", " print(f, \": \", feats[f])\n", " \n", " print(\"\")\n", " \n", "print(\"...\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the features calculated, let us combine them with the catalog information." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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amplbr_fafampmadstet_Ktotvaridcategory
02.8488281.5373947.0938440.0148930.3251502.1851231132001045263beta Lyrae
10.7317021.1380128.5542250.2057860.8082862.6261961012001026394RRab
20.0793791.5772546.5313170.0249360.8218611.2529951143001058200RRab
31.4858760.7891048.8644550.3657660.7371082.4248991018001037204RRab
40.3006730.2306667.2842390.0551820.7689892.1471341012002050063beta Lyrae
51.1133591.1769168.0935710.2066720.8063481.3168761143001077142RRab
60.3640040.0669387.4398950.0277660.6110481.8966321126001058284EA_UP
70.7920991.0938688.1951120.2062610.7915342.1427671009002011733RRab
80.6560461.1245668.2310250.1737380.7907502.6067911012002037935RRab
90.6344233.0140107.6973000.1807880.8243552.2111131018002043699RRab
100.5751320.5556038.2814070.1062780.8219082.4340231123002019791beta Lyrae
110.8006540.6684136.7578940.3365470.8650432.0525971018002041429LPV
120.9070822.3833028.0894490.1181200.5944871.7441481015002015607RRab
131.1867810.8879858.5212110.3184540.7687372.3204031007002017208RRab
140.3136291.1234817.7741460.0747810.8420691.9290351138002064434RRab
150.4328901.2203547.8669000.1895350.8501351.4067951143002089866RRab
160.9909141.5159208.4857510.2259570.7871202.1846641126002018411RRab
170.3278981.0206398.0245240.0951690.8266932.1114901009002014299RRab
181.8729205.7654357.9402800.0718280.5509172.1054321009002022770RRab
191.3880251.5409077.9956710.1317040.7720021.9854451009002023593RRab
201.3584540.8013925.9131520.7229180.8873611.8645181018002024540LPV
211.0360670.1612477.1265980.0837890.8072152.3452461129002035163beta Lyrae
220.4255790.5019256.3442720.1285860.8684551.4709571004003007536LPV
231.6370941.2200238.7341810.3312100.6848901.7637441004003047047RRab
241.3950421.6724187.8514180.1195900.7093991.8225271112002022226RRab
250.5198832.0633977.8140180.1636230.8188961.4181261143002005470RRab
260.3234810.0283536.4570400.0123920.5897141.7318981138002068806EA_UP
270.4125870.1845036.7829600.0500520.7554152.2676411132002041787beta Lyrae
281.4952311.2208168.5090230.3246160.7880552.1925121135002048623RRab
290.2891901.4316387.9369340.1028010.8351941.8468531015003044944RRab
...........................
3700.8963670.0072136.5089640.0113540.4771552.0553631135033079131EA_UP
3710.4192960.1269537.1773300.0424900.6517741.7561051138032092140EA_UP
3720.1972410.0279146.8158240.0082620.5896642.2549241121039083958EA_UP
3730.2612390.0320377.2115680.0103790.5030622.3021541138033017562EA_UP
3740.3609210.0213296.8712410.0117700.5153682.4073631132036013362EA_UP
3750.4173870.0830047.2665010.0298650.5411802.8863761138035017530EA_UP
3760.4125490.0815096.3398590.0282090.6560942.0540741104043031307EA_UP
3770.2958830.0461046.8170110.0128630.5147902.1494551149029061534EA_UP
3780.3494910.0428017.4366050.0231730.5202012.5730301112043077642EA_UP
3790.3765360.0410776.9640640.0143310.5132562.7669481138035036691EA_UP
3800.5065620.1309807.9733810.0374560.6123332.2793911140034027271EA_UP
3810.3779700.0322576.7153020.0266590.6489231.6961611001044045564EA_UP
3820.2779610.0511126.4331250.0179360.5634912.1360271143033047478EA_UP
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3840.2450150.0853216.9978660.0277120.6050641.6676171007046006121EA_UP
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3900.3294690.0113696.8866960.0117270.4437632.5427261118046021257EA_UP
3910.2477760.0267337.0266920.0090180.4492592.2125941107047046184EA_UP
3920.4322770.0886686.6788170.0444230.5921972.6850071123044022189EA_UP
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3940.2978730.0417277.2140620.0203440.6253702.2112501004048073006EA_UP
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400 rows × 8 columns

\n", "
" ], "text/plain": [ " ampl br_fa famp mad stet_K totvar \\\n", "0 2.848828 1.537394 7.093844 0.014893 0.325150 2.185123 \n", "1 0.731702 1.138012 8.554225 0.205786 0.808286 2.626196 \n", "2 0.079379 1.577254 6.531317 0.024936 0.821861 1.252995 \n", "3 1.485876 0.789104 8.864455 0.365766 0.737108 2.424899 \n", "4 0.300673 0.230666 7.284239 0.055182 0.768989 2.147134 \n", "5 1.113359 1.176916 8.093571 0.206672 0.806348 1.316876 \n", "6 0.364004 0.066938 7.439895 0.027766 0.611048 1.896632 \n", "7 0.792099 1.093868 8.195112 0.206261 0.791534 2.142767 \n", "8 0.656046 1.124566 8.231025 0.173738 0.790750 2.606791 \n", "9 0.634423 3.014010 7.697300 0.180788 0.824355 2.211113 \n", "10 0.575132 0.555603 8.281407 0.106278 0.821908 2.434023 \n", "11 0.800654 0.668413 6.757894 0.336547 0.865043 2.052597 \n", "12 0.907082 2.383302 8.089449 0.118120 0.594487 1.744148 \n", "13 1.186781 0.887985 8.521211 0.318454 0.768737 2.320403 \n", "14 0.313629 1.123481 7.774146 0.074781 0.842069 1.929035 \n", "15 0.432890 1.220354 7.866900 0.189535 0.850135 1.406795 \n", "16 0.990914 1.515920 8.485751 0.225957 0.787120 2.184664 \n", "17 0.327898 1.020639 8.024524 0.095169 0.826693 2.111490 \n", "18 1.872920 5.765435 7.940280 0.071828 0.550917 2.105432 \n", "19 1.388025 1.540907 7.995671 0.131704 0.772002 1.985445 \n", "20 1.358454 0.801392 5.913152 0.722918 0.887361 1.864518 \n", "21 1.036067 0.161247 7.126598 0.083789 0.807215 2.345246 \n", "22 0.425579 0.501925 6.344272 0.128586 0.868455 1.470957 \n", "23 1.637094 1.220023 8.734181 0.331210 0.684890 1.763744 \n", "24 1.395042 1.672418 7.851418 0.119590 0.709399 1.822527 \n", "25 0.519883 2.063397 7.814018 0.163623 0.818896 1.418126 \n", "26 0.323481 0.028353 6.457040 0.012392 0.589714 1.731898 \n", "27 0.412587 0.184503 6.782960 0.050052 0.755415 2.267641 \n", "28 1.495231 1.220816 8.509023 0.324616 0.788055 2.192512 \n", "29 0.289190 1.431638 7.936934 0.102801 0.835194 1.846853 \n", ".. ... ... ... ... ... ... \n", "370 0.896367 0.007213 6.508964 0.011354 0.477155 2.055363 \n", "371 0.419296 0.126953 7.177330 0.042490 0.651774 1.756105 \n", "372 0.197241 0.027914 6.815824 0.008262 0.589664 2.254924 \n", "373 0.261239 0.032037 7.211568 0.010379 0.503062 2.302154 \n", "374 0.360921 0.021329 6.871241 0.011770 0.515368 2.407363 \n", "375 0.417387 0.083004 7.266501 0.029865 0.541180 2.886376 \n", "376 0.412549 0.081509 6.339859 0.028209 0.656094 2.054074 \n", "377 0.295883 0.046104 6.817011 0.012863 0.514790 2.149455 \n", "378 0.349491 0.042801 7.436605 0.023173 0.520201 2.573030 \n", "379 0.376536 0.041077 6.964064 0.014331 0.513256 2.766948 \n", "380 0.506562 0.130980 7.973381 0.037456 0.612333 2.279391 \n", "381 0.377970 0.032257 6.715302 0.026659 0.648923 1.696161 \n", "382 0.277961 0.051112 6.433125 0.017936 0.563491 2.136027 \n", "383 0.382161 0.034219 7.344794 0.020747 0.648278 1.933114 \n", "384 0.245015 0.085321 6.997866 0.027712 0.605064 1.667617 \n", "385 0.471509 0.119290 7.533602 0.046932 0.775054 2.016895 \n", "386 0.566807 0.097473 7.754612 0.030658 0.572333 2.633100 \n", "387 0.707351 0.030574 7.360150 0.030316 0.538448 2.408784 \n", "388 0.388586 0.040992 7.290711 0.023228 0.543576 2.007269 \n", "389 0.819318 0.122195 7.590072 0.026526 0.521907 2.698568 \n", "390 0.329469 0.011369 6.886696 0.011727 0.443763 2.542726 \n", "391 0.247776 0.026733 7.026692 0.009018 0.449259 2.212594 \n", "392 0.432277 0.088668 6.678817 0.044423 0.592197 2.685007 \n", "393 0.324228 0.080468 7.256372 0.022678 0.591981 2.475961 \n", "394 0.297873 0.041727 7.214062 0.020344 0.625370 2.211250 \n", "395 0.427949 0.070803 7.045288 0.022769 0.754521 1.882516 \n", "396 0.458136 0.031402 7.475574 0.026077 0.703121 1.464589 \n", "397 0.360456 0.080945 6.368060 0.031401 0.620174 1.566059 \n", "398 0.220151 0.098842 6.697943 0.010453 0.626902 2.025031 \n", "399 0.308493 0.142039 7.535578 0.029386 0.622929 1.904903 \n", "\n", " id category \n", "0 1132001045263 beta Lyrae \n", "1 1012001026394 RRab \n", "2 1143001058200 RRab \n", "3 1018001037204 RRab \n", "4 1012002050063 beta Lyrae \n", "5 1143001077142 RRab \n", "6 1126001058284 EA_UP \n", "7 1009002011733 RRab \n", "8 1012002037935 RRab \n", "9 1018002043699 RRab \n", "10 1123002019791 beta Lyrae \n", "11 1018002041429 LPV \n", "12 1015002015607 RRab \n", "13 1007002017208 RRab \n", "14 1138002064434 RRab \n", "15 1143002089866 RRab \n", "16 1126002018411 RRab \n", "17 1009002014299 RRab \n", "18 1009002022770 RRab \n", "19 1009002023593 RRab \n", "20 1018002024540 LPV \n", "21 1129002035163 beta Lyrae \n", "22 1004003007536 LPV \n", "23 1004003047047 RRab \n", "24 1112002022226 RRab \n", "25 1143002005470 RRab \n", "26 1138002068806 EA_UP \n", "27 1132002041787 beta Lyrae \n", "28 1135002048623 RRab \n", "29 1015003044944 RRab \n", ".. ... ... \n", "370 1135033079131 EA_UP \n", "371 1138032092140 EA_UP \n", "372 1121039083958 EA_UP \n", "373 1138033017562 EA_UP \n", "374 1132036013362 EA_UP \n", "375 1138035017530 EA_UP \n", "376 1104043031307 EA_UP \n", "377 1149029061534 EA_UP \n", "378 1112043077642 EA_UP \n", "379 1138035036691 EA_UP \n", "380 1140034027271 EA_UP \n", "381 1001044045564 EA_UP \n", "382 1143033047478 EA_UP \n", "383 1001045092189 EA_UP \n", "384 1007046006121 EA_UP \n", "385 1009046074714 EA_UP \n", "386 1104047005997 EA_UP \n", "387 1007047069269 EA_UP \n", "388 1112047057788 EA_UP \n", "389 1126043006161 EA_UP \n", "390 1118046021257 EA_UP \n", "391 1107047046184 EA_UP \n", "392 1123044022189 EA_UP \n", "393 1138039038111 EA_UP \n", "394 1004048073006 EA_UP \n", "395 1152031059450 EA_UP \n", "396 1009049001498 EA_UP \n", "397 1135042033190 EA_UP \n", "398 1146037011758 EA_UP \n", "399 1015053020309 EA_UP \n", "\n", "[400 rows x 8 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_feat = pd.DataFrame(features)\n", "data_feat[\"id\"] = curve_ids\n", "\n", "data_feat = data_feat.merge(data, on=\"id\")\n", "\n", "data_feat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's take a look at how well the light curve features we have calculated seperate the different categories." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_col = \"ampl\"\n", "y_col = \"mad\"\n", "\n", "n = 1\n", "for (category, row) in data_feat.groupby(by=\"category\"):\n", " n = n + 1\n", " plt.scatter(row[x_col], row[y_col], color = (n*0.2,0.33,0.5, 1))\n", "\n", "plt.legend(data_feat[\"category\"].unique())\n", "plt.xlabel(x_col)\n", "plt.ylabel(y_col)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols = [\"ampl\", \"mad\", \"br_fa\", \"stet_K\", \"totvar\", \"famp\", \"category\"]\n", "\n", "sns.pairplot(data_feat[cols], hue=\"category\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classification\n", "\n", "Now that we have a few features extracted from each of the light curves, let's try creating a few classifiers for different categories.\n", "\n", "To keep it simple, let's just look at ``RRab`` and ``LPV`` for now." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is an RR Lyrae type variable star?\n", "### What is an LPV?" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "classes = [\"RRab\", \"LPV\"]\n", "\n", "data_class = data_feat[data_feat[\"category\"].isin(classes)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take the features we have on the ``RRab`` and ``LPV`` and create a ``RandomForestClassifier`` to classify future unlabeled light curves between the two groups." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.98999999999999999" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "X_cols = [\"ampl\", \"mad\", \"br_fa\", \"stet_K\", \"totvar\", \"famp\"]\n", "\n", "X_rf = data_class.as_matrix(X_cols)\n", "y_rf = np.array(data_class[\"category\"])\n", "\n", "rf = RandomForestClassifier(random_state=42)\n", "\n", "rf.fit(X_rf, y_rf)\n", "rf.score(X_rf, y_rf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we were able to create a classifier that can accurately distinguish between the two groups ``98.99%`` of the time in the training data.\n", "\n", "We will likely not get this level of performance on new unlabeled data, but we can at least see that the classifier is able to distinguish between the groups using the features we have extracted.\n", "\n", "To get a better idea of the performance we can get the mean score across several cross validations, or several different train test splits." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Score:\t\t 0.9\n", "Standard Deviation:\t 0.0524404424085\n" ] } ], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", "rf_cv = RandomForestClassifier(random_state=42)\n", "\n", "cv_scores_rf = cross_val_score(rf_cv, X_rf, y_rf, cv=5)\n", "\n", "print(\"Mean Score:\\t\\t\", np.mean(cv_scores_rf))\n", "print(\"Standard Deviation:\\t\", np.std(cv_scores_rf))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also try creating some other types of classifiers other than just random forests.\n", "\n", "Let's try training a ``SupportVectorClassifier`` on the data." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Score:\t\t 0.885\n", "Standard Deviation:\t 0.0663324958071\n" ] } ], "source": [ "from sklearn.svm import SVC\n", "\n", "X_svc = data_class.as_matrix(X_cols)\n", "y_svc = np.array(data_class[\"category\"])\n", "\n", "svc_cv = SVC(random_state=42)\n", "\n", "cv_scores_svc = cross_val_score(svc_cv, X_svc, y_svc, cv=5)\n", "\n", "print(\"Mean Score:\\t\\t\", np.mean(cv_scores_svc))\n", "print(\"Standard Deviation:\\t\", np.std(cv_scores_svc))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see that the random forest classifier is classifying the data slightly better than the support vector classifier.\n", "\n", "Though perhaps the support vector classifier could achieve better results if we pre-process the data a bit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is unbalanced data? Why it can be bad?\n", "### What would (some) pre-processing be?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dimensionality Reduction\n", "\n", "When we extract a bunch of features from light curves, we will end up with data that has many different dimensions (one dimension per feature).\n", "\n", "When dealing with high dimensional data you can run into issues with the curse of dimensionality. This means that high dimensional data can be difficult to work with as it is:\n", "- Difficult for humans to interpret\n", "- Difficult to train some types of classifiers on\n", "- Difficult to apply traditional distance metrics to (such as Euclidean distance)\n", "- Requires more space to store\n", "- Requires more time to run\n", "\n", "We can apply dimensionality reduction techiniques like principle component analysis to compress the data we have into a smaller number of features.\n", "\n", "In exchange for a small loss of information, we can reduce the number of features we are working with to help resolve issues with the curse of dimensionality." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "= Shape =\n", "Before:\t (400, 6)\n", "After:\t (400, 4) \n", "\n", "= Size =\n", "Before:\t 2400\n", "After:\t 1600\n" ] } ], "source": [ "from sklearn.decomposition import PCA\n", "\n", "num_previous_features = len(X_cols)\n", "num_new_features = num_previous_features - 2\n", "\n", "X_pca = data_feat.as_matrix(X_cols)\n", "\n", "pca = PCA(num_new_features)\n", "\n", "pca.fit(X_pca)\n", "\n", "X_transformed = pca.transform(X_pca)\n", "\n", "print(\"= Shape =\")\n", "print(\"Before:\\t\", X_pca.shape)\n", "print(\"After:\\t\", X_transformed.shape, \"\\n\")\n", "\n", "print(\"= Size =\")\n", "print(\"Before:\\t\", X_pca.size)\n", "print(\"After:\\t\", X_transformed.size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to reducting the amount of data to be processed, dimensionality reduction techniques can also help to make data easier to interpret.\n", "\n", "To see this let's try applying t-SNE with 2 components to the data and plot the resulting data by category in a scatter plot." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.1704511756622509" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_pca.max()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "\n", "tsne = TSNE(2, random_state=42)\n", "\n", "X_tsne = tsne.fit_transform(X_pca)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_tsne = pd.DataFrame(X_tsne)\n", "data_tsne[\"category\"] = data_feat[\"category\"]\n", "\n", "n = 1\n", "for (category, row) in data_tsne.groupby(by=\"category\"):\n", " n = n + 1\n", " plt.scatter(row[0], row[1], color = (n*0.2, 0.25, 0.33, 1))\n", "\n", "#plt.legend(data_tsne[\"category\"].unique())\n", "plt.xlabel(\"First t-SNE Component\")\n", "plt.ylabel(\"Second t-SNE Component\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see that each of the categories are fairly seperable from one another with the exception of the ``beta Lyrae`` and ``LPV``.\n", "\n", "Indeed if we were to train and test a classifier on the data we would find that these two classes would be fairly often confused with one another if we use just these features. Perhaps some new ones could resolve this issue.\n", "\n", "Applying techniques like t-SNE can allow us to get an idea of what level of classification performance we can expect to get on the data before we even train or test any classifiers. It is a kind of clustering, an unsupervized method which will be covered separately. If we ignore the category labels in the plot we would be able to see at least 3 clusters in the data without having to look into any of the extracted features. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A few references:\n", "Cody: https://arxiv.org/abs/1401.6582 \n", "Drake: https://arxiv.org/abs/1405.4290 \n", "Faraway: https://arxiv.org/abs/1401.3211 \n", "Graham: https://arxiv.org/abs/1306.6664 \n", "Mahabal: https://arxiv.org/abs/0802.3199 \n", "Richards:https://arxiv.org/abs/1101.1959\n", "And many many more ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }